title: Spatial patterns of heavy metals in soil under different geological  structures and land uses for assessing metal enrichments.
abstract: One hundred and thirty composite soil samples were collected from Hamedan county, Iran to characterize the spatial distribution and trace the sources of heavy metals including As, Cd, Co, Cr, Cu, Ni, Pb, V, Zn, and Fe. The multivariate gap statistical analysis was used; for interrelation of spatial patterns of pollution, the disjunctive kriging and geoenrichment factor (EF(G)) techniques were applied. Heavy metals and soil properties were grouped using agglomerative hierarchical clustering and gap statistic. Principal component analysis was used for identification of the source of metals in a set of data. Geostatistics was used for the geospatial data processing. Based on the comparison between the original data and background values of the ten metals, the disjunctive kriging and EF(G) techniques were used to quantify their geospatial patterns and assess the contamination levels of the heavy metals. The spatial distribution map combined with the statistical analysis showed that the main source of Cr, Co, Ni, Zn, Pb, and V in group A land use (agriculture, rocky, and urban) was geogenic; the origin of As, Cd, and Cu was industrial and agricultural activities (anthropogenic sources). In group B land use (rangeland and orchards), the origin of metals (Cr, Co, Ni, Zn, and V) was mainly controlled by natural factors and As, Cd, Cu, and Pb had been added by organic factors. In group C land use (water), the origin of most heavy metals is natural without anthropogenic sources. The Cd and As pollution was relatively more serious in different land use. The EF(G) technique used confirmed the anthropogenic influence of heavy metal pollution. All metals showed concentrations substantially higher than their background values, suggesting anthropogenic pollution.
authors.forename: Loghman Khoda
authors.initials: LK
authors.lastname: Krami
authors.forename: Fazel
authors.initials: F
authors.lastname: Amiri
authors.forename: Alireza
authors.initials: A
authors.lastname: Sefiyanian
authors.forename: Abdul Rashid B Mohamed
authors.initials: AR
authors.lastname: Shariff
authors.forename: Tayebeh
authors.initials: T
authors.lastname: Tabatabaie
authors.forename: Biswajeet
authors.initials: B
authors.lastname: Pradhan
mesh_terms: D000383:Agriculture; D004784:Environmental Monitoring / Q000379:methods*; D007221:Industry; D007492:Iran; D019216:Metals, Heavy / Q000032:analysis*; D025341:Principal Component Analysis; D012987:Soil / Q000737:chemistry*; D012989:Soil Pollutants / Q000032:analysis*; D062206:Spatial Analysis
chemical_list: D019216:Metals, Heavy; D012987:Soil; D012989:Soil Pollutants